A Machine Learning approach to Finite Element Methods, using U-Net inspired architectures.
☆31Jul 26, 2019Updated 6 years ago
Alternatives and similar repositories for UNet-for-FEM-and-Stress-Distribution-Inference
Users that are interested in UNet-for-FEM-and-Stress-Distribution-Inference are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- A deep learning approach to estimate stress distribution: a fast and accurate surrogate of finite-element analysis☆27Jun 14, 2018Updated 8 years ago
- This repository contains code for a project that trains a neural network to solve solid mechanics problems faster than the traditional fi…☆12Sep 28, 2023Updated 2 years ago
- Predict the wall shear stress along the coronary artery using Deep Learning☆13Aug 9, 2021Updated 4 years ago
- ☆38Dec 29, 2017Updated 8 years ago
- A kind of loss function based on Least Squares Weighted Residual method for computational solid mechanics☆62Apr 19, 2026Updated 2 months ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- Python code for solving 3D structural problems with uncertainties using the finite element method☆12Jul 12, 2025Updated 11 months ago
- In this project I use the generated dataset of stress analysis results of FVM method to train a Convolutional Neural Netwrok (CNN) model …☆28Aug 2, 2018Updated 7 years ago
- Physics-Informed Neural Network, Finite Element Method enhanced neural network, and FEM data-based neural network☆20May 8, 2026Updated last month
- FEM enhanced neural network☆20Nov 27, 2022Updated 3 years ago
- Open-source, Finite element method, Finite-volume method, Multi-physics modeling, Multi-phase modeling, Uncertainty quantification (UQ), …☆13Mar 15, 2021Updated 5 years ago
- Deep Learning and Finite Element Method for Physical Systems Modeling☆51Mar 15, 2019Updated 7 years ago
- Gigala - Open-source framework for 2D/3D intelligent topology optimization by reinforcement learning and genetic algorithms.☆61Updated this week
- Graph Neural Network-based Surrogate Models for Finite Element Analysis☆10Sep 25, 2022Updated 3 years ago
- Code and data for article "Learning nonlocal constitutive models with neural networks", CMAME☆12Sep 7, 2021Updated 4 years ago
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- Fast computation of soft tissue thermal response under deformation based on fast explicit dynamics finite element algorithm for surgical …☆10May 30, 2022Updated 4 years ago
- Stress Field Prediction in Cantilevered Structures Using Convolutional Neural Networks☆34Feb 29, 2020Updated 6 years ago
- ☆15Jan 11, 2019Updated 7 years ago
- ☆13May 30, 2024Updated 2 years ago
- Computational framework to implement an artificial neural network based constitutive model in Abaqus for mesh coarsening☆53Nov 25, 2018Updated 7 years ago
- This software takes in an error function or point cloud as input and selectively refines erroneous finite element regions. It is based on…☆15Dec 17, 2020Updated 5 years ago
- Physics-informed deep learning for structural dynamics under moving load☆22Oct 4, 2024Updated last year
- Multi-agent reinforcement learning for adaptive mesh refinement☆14Aug 15, 2023Updated 2 years ago
- ☆47Nov 27, 2023Updated 2 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- The digital twin paradigm that integrates the information obtained from sensor data, physics models, as well as operational and inspectio…☆19Jan 9, 2022Updated 4 years ago
- Fast explicit dynamics finite element algorithm for transient heat transfer☆15Jan 27, 2022Updated 4 years ago
- Interfacing AI with numerical simulation.☆44Apr 10, 2025Updated last year
- Comsol model files and python scripts used for my PhD in 2020☆13Mar 2, 2020Updated 6 years ago
- Implementation of PhysGNN (Accepted at NeurIPS2022)☆27Nov 3, 2022Updated 3 years ago
- Finite element method for linear and nonlinear beams and plates☆13May 24, 2018Updated 8 years ago
- tools to build a good quality abaqus mesh from a 2D image, using simpleware as image processing software☆12Jul 3, 2015Updated 10 years ago
- Matlab simulation of a hydrodynamically lubricated slider bearing☆11Jan 17, 2019Updated 7 years ago
- ☆59May 8, 2023Updated 3 years ago
- Deploy open-source AI quickly and easily - Special Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- Official code for "DMIS: Dynamic Mesh-based Importance Sampling for Training Physics-Informed Neural Networks" (AAAI 2023)☆18Jan 17, 2024Updated 2 years ago
- Implementation of a ResUNet-based DeepONet for predicting stress distribution on variable input geometries subject to variable loads. A R…☆21Jul 20, 2023Updated 2 years ago
- Repository for the files of the PhD -- Robust Real-Time Control of an Adaptive Optics System --☆15Apr 25, 2016Updated 10 years ago
- Direct Mesh-free Topology Optimization using Neural Networks☆23Sep 22, 2023Updated 2 years ago
- Examplary code for NN, MFNN, DynNet, PINNs and CNN☆51Sep 12, 2021Updated 4 years ago
- A design optimization study of underwater vehicle using Bayesian optimization and deep learning based surrogate model☆13Mar 13, 2023Updated 3 years ago
- Linear elastic analysis of heterogeneous materials and structures with the Extended Multiscale Finite Element Method (EMsFEM)☆25May 27, 2025Updated last year